{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* summary: 第七章实验的代码 SVM鸢尾花分类\n",
    "* author: Mr. GAO\n",
    "* date：2022-9-22\n",
    "* 数据解释\n",
    "    * 解释变量：萼长、萼宽、瓣长、瓣宽['sepal length (cm)',  'sepal width (cm)',  'petal length (cm)',  'petal width (cm)'],\n",
    "    * 响应变量（目标变量）： 'target_names': array(['setosa', 'versicolor', 'virginica'], dtype='<U10'),\n",
    "**********"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 鸢尾花数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* load_iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal length (cm)</th>\n",
       "      <th>sepal width (cm)</th>\n",
       "      <th>petal length (cm)</th>\n",
       "      <th>petal width (cm)</th>\n",
       "      <th>Species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)  \\\n",
       "0                5.1               3.5                1.4               0.2   \n",
       "1                4.9               3.0                1.4               0.2   \n",
       "2                4.7               3.2                1.3               0.2   \n",
       "3                4.6               3.1                1.5               0.2   \n",
       "4                5.0               3.6                1.4               0.2   \n",
       "\n",
       "   Species  \n",
       "0        0  \n",
       "1        0  \n",
       "2        0  \n",
       "3        0  \n",
       "4        0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "import pandas as pd\n",
    "\n",
    "iris = load_iris()\n",
    "iris_df = pd.DataFrame(iris.data, columns = iris.feature_names) #解释变量转dataframe格式，需要加入列头\n",
    "iris_df['Species'] = iris.target # 再插入一列目标变量\n",
    "iris_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150 entries, 0 to 149\n",
      "Data columns (total 5 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   sepal length (cm)  150 non-null    float64\n",
      " 1   sepal width (cm)   150 non-null    float64\n",
      " 2   petal length (cm)  150 non-null    float64\n",
      " 3   petal width (cm)   150 non-null    float64\n",
      " 4   Species            150 non-null    int32  \n",
      "dtypes: float64(4), int32(1)\n",
      "memory usage: 5.4 KB\n"
     ]
    }
   ],
   "source": [
    "iris_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1064.36x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sns.pairplot(iris_df, hue = 'Species')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化, 以萼长、萼宽为横坐标，根据iris 类别使用不同的点绘制散点图\n",
    "iris_sepal_length = iris_df['sepal length (cm)']\n",
    "iris_sepal_width = iris_df['sepal width (cm)']\n",
    "iris_class = iris_df['Species']\n",
    "plt.figure()\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] # 设置字体为细黑，使matplotlib中能正常显示中文\n",
    "plt.title(\"根据花萼大小分类\")\n",
    "plt.scatter(iris_sepal_length, iris_sepal_width, c = iris_class, s = 20 + iris_class * 50)\n",
    "plt.xlabel('萼长')\n",
    "plt.ylabel('萼宽')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal length (cm)</th>\n",
       "      <th>sepal width (cm)</th>\n",
       "      <th>petal length (cm)</th>\n",
       "      <th>petal width (cm)</th>\n",
       "      <th>Species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)  \\\n",
       "0                  5.1               3.5                1.4               0.2   \n",
       "1                  4.9               3.0                1.4               0.2   \n",
       "2                  4.7               3.2                1.3               0.2   \n",
       "3                  4.6               3.1                1.5               0.2   \n",
       "4                  5.0               3.6                1.4               0.2   \n",
       "..                 ...               ...                ...               ...   \n",
       "145                6.7               3.0                5.2               2.3   \n",
       "146                6.3               2.5                5.0               1.9   \n",
       "147                6.5               3.0                5.2               2.0   \n",
       "148                6.2               3.4                5.4               2.3   \n",
       "149                5.9               3.0                5.1               1.8   \n",
       "\n",
       "     Species  \n",
       "0          0  \n",
       "1          0  \n",
       "2          0  \n",
       "3          0  \n",
       "4          0  \n",
       "..       ...  \n",
       "145        2  \n",
       "146        2  \n",
       "147        2  \n",
       "148        2  \n",
       "149        2  \n",
       "\n",
       "[150 rows x 5 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SVM分类器"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 定义\\训练 SVM分类器\n",
    "    * C越大分类效果越好，但有可能会过拟合，\n",
    "    * gamma是核函数系数，只对'rbf','poly','sigmoid'起作用\n",
    "    * decision_function_shape制定了类别划分方式，ovr是一对多方式，ovo是一对一方式"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = iris.data[:,:2]     # 为了在二维图表中显示方便，只去前两列作为解释变量\n",
    "y = iris.target\n",
    "h = 0.1                 # 网格中的步长"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 创建SVM实例，并训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\gao\\AppData\\Roaming\\Python\\Python39\\site-packages\\sklearn\\svm\\_base.py:1225: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "from sklearn import svm\n",
    "C = 0.7               # SVM正则化参数\n",
    "svc = svm.SVC(kernel='linear', C=C).fit(X, y)               # 线性核的SVM\n",
    "rbf_svc = svm.SVC(kernel='rbf', gamma=0.7, C=C).fit(X, y)   # 径向基核\n",
    "poly_svc = svm.SVC(kernel='poly', degree=3, C=C).fit(X, y)  # 多项式核\n",
    "lin_svc = svm.LinearSVC(C=C).fit(X, y)                      # 线性SVM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 创建网格以绘制图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
    "                     np.arange(y_min, y_max, h))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 绘制各个SVM分类器效果图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图的标题\n",
    "titles = ['线性核linear',\n",
    "          '线性SVC',\n",
    "          '径向基核RBF',\n",
    "          '多项式核poly(degree 3)']\n",
    "\n",
    "\n",
    "for i, clf in enumerate((svc, lin_svc, rbf_svc, poly_svc)):\n",
    "    # 绘出决策边界，不同的区域分配不同的颜色\n",
    "    plt.subplot(2, 2, i + 1) # 创建一个2行2列的图，并以第i个图为当前图\n",
    "    plt.subplots_adjust(wspace=0.4, hspace=0.4) # 设置子图间隔\n",
    "\n",
    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()]) #将xx和yy中的元素组成一对对坐标，作为支持向量机的输入，返回一个array\n",
    "    \n",
    "    # 把分类结果绘制出来\n",
    "    Z = Z.reshape(xx.shape) #(220, 280)\n",
    "    plt.contourf(xx, yy, Z, cmap=plt.cm.Paired, alpha=0.8) #使用等高线的函数将不同的区域绘制出来\n",
    "\n",
    "    # 将训练数据以离散点的形式绘制出来\n",
    "    plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.Paired)\n",
    "    plt.xlabel('Sepal length')\n",
    "    plt.ylabel('Sepal width')\n",
    "    plt.xlim(xx.min(), xx.max())\n",
    "    plt.ylim(yy.min(), yy.max())\n",
    "    plt.xticks(())\n",
    "    plt.yticks(())\n",
    "    plt.title(titles[i])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 参考\n",
    "    * https://medium.com/@pinnzonandres/iris-classification-with-svm-on-python-c1b6e833522c\n",
    "    * https://www.kaggle.com/code/spscientist/iris-classification-using-svm-and-gridsearch/notebook\n",
    "    * https://github.com/ApoorvRusia/SVM-classification-on-Iris-dataset/blob/master/SVM%20classification%20application.ipynb\n",
    "    * https://datafiction.github.io/docs/ml/Classifiers/SVM/svm/\n",
    "    * https://www.kaggle.com/code/spscientist/iris-classification-using-svm-and-gridsearch/notebook"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.13 ('ai_txtbook')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "3f7851e38dce13968630152acfada13e17192bdc676945d7b675298112638bc3"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
